Issue #20: Remote monitoring just got easier to bill. Most companies chasing it will still lose.

Clearance stopped doing your homework. Here's where AI value — and risk — actually lives.

Issue #19: The FDA just made your vendor-evaluation problem worse

Clearance stopped doing your homework. Here's where AI value — and risk — actually lives.

Issue #18: The first FDA-cleared patient-facing LLM works because the LLM doesn't make the decisions

The clearance that proves scope beats capability in clinical AI.

Issue #17: The cardiac patch, what happened when the government switched off the model and the new CMS AI office

YUUKI EDGE — WEEKLY INTELHealthcare AI Intelligence — Curated by Victor July 7, 2026 • Issue #17 • ~4 min read

Issue #16: A Production Problem. They stopped buying models

Issue #15: Sound, Water and No FDA

Issue #13: Rented Land Come with an Eviction Notice

Issue #12: Three signals. One pattern

Issue #11: The Moat Was Never the Model

Issue #10: 18 Second Prior Auths, Shorter RPM Billing Times and LLM Healthcare Studies Not Occuring in Live Settings